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Canadian Immigration Dashboard [ CID ]
Perspective API

Toxicity Scores & Embeddings

Search and explore comments with their Perspective API toxicity/prosocial scores alongside AI sentiment labels.

Communalytic | Toxicity & prosocial scores, embeddings, and clusters generated via Communalytic (Social Media Lab, Toronto Metropolitan University) using Google's Perspective API.
Toxicity Scored
55,769
9.3% of 596,542 total
Prosocial Scored
54,229
Embeddings
55,418
403 clusters
Avg Tox / Con
0.245 / 0.328

Summary Charts

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All 13 Dimensions

Score Distribution

Scored: 55,769
Unscored: 596,542 remaining
9.3% complete
{# Expects: explorer_rows, explorer_total, explorer_pages, current_page, page_range, filter_opts, f_q, f_polarity, f_tox_min, f_tox_max, f_sort, f_cluster, f_scope, explorer_reset_url #}

Comment Explorer

Browse comments with toxicity & constructive scores. Filter by keyword, polarity, toxicity range, or cluster.

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Active: "That's not all, the little …" 235 comments · Page 9 of 10
InCa Empire is back 😂 a little too north though
InCa Empire is back 😂 a little too north though
Identity Attack0.013646871
Insult0.019032324
Profanity0.027547138
Threat0.008414571
Severe Toxicity0.0024604797
Low Tox 0.05255287 Low Con 0.255
Oct 4, 2025 Inside Canada's Indian Metropolis (Brampton)
Bramptons been little India for 20 plus years I personally have family that’s lived there now since the 80s
Bramptons been little India for 20 plus years I personally have family that’s lived there now since the 80s
Identity Attack0.034558404
Insult0.020063626
Profanity0.01982715
Threat0.007521313
Severe Toxicity0.0021457672
Low Tox 0.05205809 Constructive 0.524 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
*One day soon Canada will be little Bharat ...*
*One day soon Canada will be little Bharat ...*
Identity Attack0.036878675
Insult0.01819439
Profanity0.011406898
Threat0.007353018
Severe Toxicity0.0022220612
Low Tox 0.049584184 Low Con 0.204
Nov 14, 2025 Inside Canada's Indian Metropolis (Brampton)
As a Canadian, I believe that we should reduce immigration while not completely removing it like America has. Especially because crime rate has increased a little since canada became so international
As a Canadian, I believe that we should reduce immigration while not completely removing it like America has. Especially because crime rate has increased a little since canada became so international
Identity Attack0.036105253
Insult0.013326911
Profanity0.010689554
Threat0.009307829
Severe Toxicity0.0018310547
Low Tox 0.049336795 Constructive 0.521 Policy_Critique
Feb 18, 2026 Inside Canada's Indian Invasion...
STOP STUDENTS AND STOP SUBSIDIZING COROPRATIONS WHO MAKE MILLIONS AND PAY VERY LITTLE TAXES.
STOP STUDENTS AND STOP SUBSIDIZING COROPRATIONS WHO MAKE MILLIONS AND PAY VERY LITTLE TAXES.
Identity Attack0.00569767
Insult0.019999169
Profanity0.01127026
Threat0.007262398
Severe Toxicity0.0016117096
Low Tox 0.04785245 Low Con 0.215 Policy_Critique
Sep 29, 2025 IRCC Names India in Study …
just passed the test right now, and the very first thing I wanted to do—before even telling my family—was to leave this comment. I watched the video only once, from the beginning up to question …
just passed the test right now, and the very first thing I wanted to do—before even telling my family—was to leave this comment. I watched the video only once, from the beginning up to question 215. One time only—yes, one time only. Then I took the test, and on my first attempt I passed with 15 correct answers out of 20. I honestly can’t believe it. I didn’t realize how much I knew until I was sitting there answering the questions. About 50% of them came directly from the first 215 questions in the video. I am truly, deeply grateful to everyone who worked on this video. It’s not just good—it’s amazing. After nine years of struggle with this citizenship journey, I finally feel like I can breathe… like I can fly a little. Thank you all, from the bottom of my heart. 🤍
Identity Attack0.0037922803
Insult0.020256994
Profanity0.021603432
Threat0.007573096
Severe Toxicity0.0016975403
Low Tox 0.044636376 Constructive 0.713 Personal_Narrative
Jan 25, 2026 4 likes Canadian Citizenship Test 2025 – …
Cuts are are too little and far too late!
Cuts are are too little and far too late!
Identity Attack0.00258985
Insult0.01313691
Profanity0.016342908
Threat0.013372798
Severe Toxicity0.0018978119
Low Tox 0.0414203 Low Con 0.193
Jan 3, 2026 8 likes New rules, regulations take effect …
I lived near 49th and Fraser in Vancouver also known as Little India. Sikhs are really good neighbors. I wish I lived there now.
I lived near 49th and Fraser in Vancouver also known as Little India. Sikhs are really good neighbors. I wish I lived there now.
Identity Attack0.029402243
Insult0.013364912
Profanity0.01620627
Threat0.008039144
Severe Toxicity0.0022125244
Low Tox 0.0414203 Constructive 0.75 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
Too much people have came in a very little time that's the problem
Too much people have came in a very little time that's the problem
Identity Attack0.008028535
Insult0.013858915
Profanity0.015147334
Threat0.006912862
Severe Toxicity0.0012874603
Low Tox 0.040183347 Moderate Con 0.306 Fear_Threat
Sep 19, 2025 33 likes Inside Canada's Indian Metropolis (Brampton)
Canada has changed significantly in recent years, and I believe our post-COVID immigration policies have played a major role in the challenges we’re facing today. Here’s how things went off track: Many individuals who couldn’t …
Canada has changed significantly in recent years, and I believe our post-COVID immigration policies have played a major role in the challenges we’re facing today. Here’s how things went off track: Many individuals who couldn’t pass the IELTS (English proficiency test) entered the country on visitor visas or through spousal sponsorships—some of which were questionable or fraudulent. During that time, the government was converting visitor visas into work permits with little to no scrutiny. Background checks and rejections were rare. Meanwhile, colleges rapidly expanded their intake capacity—understandably so, since international students pay three to four times more in tuition. At the same time, due to inflationary pressures, the government allowed international students to work 40 hours per week instead of the previous 20-hour limit. This created a new, ready-to-work labor force in just a year or two, heavily impacting the retail sector. As a result, a large portion of retail jobs shifted toward a single ethnic group, while many Canadian citizens found themselves sidelined. One key factor was flexibility. Many immigrant communities—particularly Indian—were more willing to accept irregular hours and last-minute shifts, often adopting a more compliant, “yes sir” attitude that employers found appealing. However, I’m already beginning to notice changes in the retail landscape, likely due to the government finally tightening immigration rules. Going forward, we don’t need to close our doors—but we do need smarter immigration policies, with proper checks and balances, to ensure fairness and sustainability for everyone.
Identity Attack0.010211408
Insult0.020772645
Profanity0.012961143
Threat0.006757513
Severe Toxicity0.0012016296
Low Tox 0.03828422 Constructive 0.779
Oct 1, 2025 Inside Canada's Indian Metropolis (Brampton)
All I see are people who came from one country into another and created a community. Nothing different from Greek Town, Chinatown, little Italy etc. in Toronto
All I see are people who came from one country into another and created a community. Nothing different from Greek Town, Chinatown, little Italy etc. in Toronto
Identity Attack0.02238941
Insult0.0151129225
Profanity0.0117997285
Threat0.0059807673
Severe Toxicity0.0012874603
Low Tox 0.03828422 Moderate Con 0.495 Moral_Argument
Jan 26, 2026 1 likes Inside Canada's Indian Metropolis (Brampton)
Our version of an open border. Little wonder Trump gives us a hard time.
Our version of an open border. Little wonder Trump gives us a hard time.
Identity Attack0.0043657473
Insult0.01632893
Profanity0.010347961
Threat0.0077802283
Severe Toxicity0.0010538101
Low Tox 0.037105743 Low Con 0.251 Comparative_Framing
Feb 27, 2026 2 likes BATRA’S BURNING QUESTIONS: Canada’s absent …
A golden video that I was about to miss. The title could have been a little better
A golden video that I was about to miss. The title could have been a little better
Identity Attack0.0068076057
Insult0.012262905
Profanity0.022969801
Threat0.010032792
Severe Toxicity0.002746582
Low Tox 0.036162965 Moderate Con 0.402 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
IMO France 24's reporting is a little confused on this issue. You're getting the perspective of 1) immigrants that have been denied a path to citizenship and 2) corporations that can't offer attractive wages to …
IMO France 24's reporting is a little confused on this issue. You're getting the perspective of 1) immigrants that have been denied a path to citizenship and 2) corporations that can't offer attractive wages to Canadians. We have far too many companies whose business model is that Canada should be a low-cost labour source, i.e. they've invested in a future supporting immigrants and not Canadians.
Identity Attack0.023595277
Insult0.013782915
Profanity0.009852652
Threat0.0059904763
Severe Toxicity0.0010585785
Low Tox 0.034277402 Constructive 0.713 Policy_Critique
Feb 11, 2026 Canada's tighter immigration policy divides …
too little, too late
too little, too late
Identity Attack0.0029598286
Insult0.01306091
Profanity0.015967157
Threat0.008311004
Severe Toxicity0.0015449524
Low Tox 0.03192045 Moderate Con 0.334 Policy_Critique
Feb 18, 2026 Canadian immigration officers investigating hundreds …
Also, for those watching who have never lived in Canada, here's a fun little experiment you can try: Go to Radio Garden and go to Brampton's radio stations. Try to find a station in English …
Also, for those watching who have never lived in Canada, here's a fun little experiment you can try: Go to Radio Garden and go to Brampton's radio stations. Try to find a station in English or French (The official languages of Canada). You may or may not notice a pattern. At the time of writing this, out of 6 stations, 5 of them are indian or punjabi.
Identity Attack0.023193322
Insult0.012452906
Profanity0.011697251
Threat0.006537435
Severe Toxicity0.001115799
Low Tox 0.031449065 Moderate Con 0.466
Oct 10, 2025 Inside Canada's Indian Metropolis (Brampton)
The birth rate is low b/c the rich have too much money and the workers have too little. Tax the rich, tax them HARD and incr workers watges and you will see people have the …
The birth rate is low b/c the rich have too much money and the workers have too little. Tax the rich, tax them HARD and incr workers watges and you will see people have the number of babies that they want. In fact, reward them for having babies, make it cost free like it was in the USSR..... If Canada (or the US) offered free housing, free childcare, and guaranteed jobs (the USSR model), the "labor shortage" and "birth rate crisis" would vanish in 9 months.
Identity Attack0.008361516
Insult0.014504919
Profanity0.010979908
Threat0.0072753434
Severe Toxicity0.0011491776
Low Tox 0.031331215 Constructive 0.53 Economic_Argument
Feb 12, 2026 2 likes Canada's tighter immigration policy divides …
It’s time for Indian 🇮🇳 !!! Thank you for sharing!! Brampton is a little India-town in Canada 🇨🇦!! India has many population the first country in the world with too much people!!! Time for India …
It’s time for Indian 🇮🇳 !!! Thank you for sharing!! Brampton is a little India-town in Canada 🇨🇦!! India has many population the first country in the world with too much people!!! Time for India 🇮🇳😁😁👍🏽
Identity Attack0.021585498
Insult0.010476895
Profanity0.013849284
Threat0.008531082
Severe Toxicity0.0022602081
Low Tox 0.030859824 Constructive 0.626
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
even in the little town where i live in western canada there is a community collage and a lot of punjabi's that have straight up told me that they are here for school but only …
even in the little town where i live in western canada there is a community collage and a lot of punjabi's that have straight up told me that they are here for school but only go to 1 class once maybe 2 times a week for just over an hour and the rest of the time they are here working on student visa's where the government is paying half the wage prompting bigger business to highering these exchange student instead of local people
Identity Attack0.019173764
Insult0.014124917
Profanity0.011816809
Threat0.0060713873
Severe Toxicity0.0012111664
Low Tox 0.030270588 Constructive 0.63 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
What is that 6000$ is for? Driving you down that little road to cross the border alone?
What is that 6000$ is for? Driving you down that little road to cross the border alone?
Identity Attack0.0028118372
Insult0.0103248935
Profanity0.0113385795
Threat0.009955117
Severe Toxicity0.0013065338
Low Tox 0.030034892 Low Con 0.286 Question
Feb 26, 2026 Inside Canada's Indian Invasion...
Too little too late
Too little too late
Identity Attack0.0034038029
Insult0.012072904
Profanity0.016547862
Threat0.008427517
Severe Toxicity0.0015354156
Low Tox 0.029445656 Moderate Con 0.332 Policy_Critique
Jan 20, 2026 Why Canada’s immigration system has …
I have lived in Brampton from 1988 to 2014 - the sign on the 410 in 1988 for population in Brampton said around 64 000, have a look today.... I wish we made that many …
I have lived in Brampton from 1988 to 2014 - the sign on the 410 in 1988 for population in Brampton said around 64 000, have a look today.... I wish we made that many babies in so little time!!
Identity Attack0.005105704
Insult0.0113509
Profanity0.011663092
Threat0.008556974
Severe Toxicity0.0014209747
Low Tox 0.028031485 Constructive 0.704 Personal_Narrative
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
Little punjab
Little punjab
Identity Attack0.016159095
Insult0.018645585
Profanity0.021535112
Threat0.008453408
Severe Toxicity0.0025558472
Low Tox 0.026617315 Moderate Con 0.341 Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
I think you’re forgetting other area of the gta: Greek town, little Italy, little Portugal, Korea town, Chinatown. Why is this any different?
I think you’re forgetting other area of the gta: Greek town, little Italy, little Portugal, Korea town, Chinatown. Why is this any different?
Identity Attack0.010951365
Insult0.0113889
Profanity0.012141321
Threat0.006874025
Severe Toxicity0.0010299683
Low Tox 0.024849601 Moderate Con 0.355
Sep 22, 2025 Inside Canada's Indian Metropolis (Brampton)
I had close family that's been in Brampton since I was a little boy. I visited every year so I for to see what it was like. I think sometime in the 90s I started …
I had close family that's been in Brampton since I was a little boy. I visited every year so I for to see what it was like. I think sometime in the 90s I started to see more and more Indians. Either way, we are all God's children. I know this won't sit well with my fellow Canadians, but I welcome anyone who wants to build a life in Canada and adopt our values.
Identity Attack0.015857628
Insult0.010400894
Profanity0.011423977
Threat0.006375613
Severe Toxicity0.0009822845
Low Tox 0.024142517 Constructive 0.805
Oct 1, 2025 Inside Canada's Indian Metropolis (Brampton)

Perspective API Dimensions Reference

13 dimensions explained

Toxic (6)

Toxicity
— Rude, disrespectful, or unreasonable
Severe Toxicity
— Very hateful or aggressive
Identity Attack
— Targeting race, religion, gender, etc.
Insult
— Inflammatory or provocative language
Profanity
— Swear words or obscene language
Threat
— Intention to inflict pain or violence

Prosocial (7)

Affinity
— Agreement or shared understanding
Compassion
— Concern for others' wellbeing
Curiosity
— Desire to learn or understand more
Nuance
— Acknowledges complexity or multiple perspectives
Personal Story
— Shares personal experience
Reasoning
— Evidence-based or logical argumentation
Respect
— Politeness and consideration for others
Data sources: comment_perspective_scores, comment_embeddings, and view_comment_sentiment · Scores are probability values (0–1) from Google's Perspective API via Communalytic.